Convergence of Critic-based Training

Danil V. Prokhorov; Donald C. Wunsch

doi:10.1109/ICSMC.1997.633056

Convergence of Critic-based Training

Danil V. Prokhorov
, Donald C. Wunsch

Research output: Contribution to journal › Conference article › peer-review

Abstract

The paper discusses convergence issues when training adaptive critic designs (ACD) to control dynamic systems expressed as Markov sequences. We critically review two published convergence results of critic based training and propose to shift emphasis towards more practically valuable convergence proofs. We show a possible way to prove convergence of ACD training.

Original language	American English
Pages (from-to)	3057-3060
Number of pages	4
Journal	Systems, Man, and Cybernetics, 1997. IEEE International Conference on Computational Cybernetics and Simulation
Volume	4
DOIs	https://doi.org/10.1109/ICSMC.1997.633056
State	Published - Jan 1 1997
Event	Proceedings of the 1997 IEEE International Conference on Systems, Man, and Cybernetics. Part 3 (of 5) - Orlando, FL, USA Duration: Oct 12 1997 → Oct 15 1997

ASJC Scopus Subject Areas

Control and Systems Engineering
Hardware and Architecture

Disciplines

Electrical and Computer Engineering

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10.1109/ICSMC.1997.633056License: Unspecified

https://doi.org/10.1109/ICSMC.1997.633056

Cite this

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abstract = " The paper discusses convergence issues when training adaptive critic designs (ACD) to control dynamic systems expressed as Markov sequences. We critically review two published convergence results of critic based training and propose to shift emphasis towards more practically valuable convergence proofs. We show a possible way to prove convergence of ACD training.",

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AU - Wunsch, Donald C.

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DO - 10.1109/ICSMC.1997.633056

M3 - Conference article

VL - 4

SP - 3057

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JO - Systems, Man, and Cybernetics, 1997. IEEE International Conference on Computational Cybernetics and Simulation

JF - Systems, Man, and Cybernetics, 1997. IEEE International Conference on Computational Cybernetics and Simulation

T2 - Proceedings of the 1997 IEEE International Conference on Systems, Man, and Cybernetics. Part 3 (of 5)

Y2 - 12 October 1997 through 15 October 1997

ER -

Convergence of Critic-based Training

Abstract

ASJC Scopus Subject Areas

Disciplines

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